https://sudonull.com/flux-2-dev-gguf-q4-k-m-29-gb-vram-on-apple-silicon
Breakdown of 29 GB VRAM consumption by FLUX.2-dev GGUF model on M3 Pro. MPS-overhead, dequantization, optimizations reduce peak by 1.5 GB. Instructions for developers.
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https://sudonull.com/agent-loop-why-ai-agents-break-in-prod
Breakdown of 10 000 agent loop steps: 37% errors, 65% overhead, stack changes. Structured architecture reduces failures 17x. For middle/senior dev.
https://sudonull.com/linked-lists-cache-misses-and-benchmarks
Why linked lists are 30 times slower than arrays: analysis of cache misses, memory overhead, and optimizations. Benchmarks, code examples for middle/senior dev. Study real tests.
https://sudonull.com/log-levels-in-embedded-debugging-without-waterfall
Setting log levels via CLI for modular debugging. Macros, facility, serializers. Integration into firmware without overhead. For middle/senior dev.
https://sudonull.com/legacy-code-optimization-reducing-processing-time-by-99
How to speed up processing of 75k records in a legacy system in 4 steps. Analysis of overhead costs, batch operations, batch setup and safe scaling. Practical case for Java developers.
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